{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "os.environ[\"CUDA_VISIBLE_DEVICES\"] = '6' # Replace digit with number of desired GPU\n",
    "os.environ[\"XLA_PYTHON_CLIENT_PREALLOCATE\"] = \"false\"\n",
    "\n",
    "%load_ext autoreload"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Basic Library Imports\n",
    "import jax\n",
    "import jax.numpy as jnp\n",
    "from jax import random\n",
    "from jax import vmap, jit, grad, value_and_grad\n",
    "\n",
    "from flax import linen as nn\n",
    "import optax\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import sys\n",
    "from CausalAllenCahnModel import AllenCahnModel, SquareDataset\n",
    "sys.path.append('..') # makes modules in parent repository available to import"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "%autoreload 2\n",
    "from archs import arch_from_config, ActNet"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_43403/1555955844.py:6: DeprecationWarning: Pickled array contains an aval with a named_shape attribute. This is deprecated and the code path supporting such avals will be removed. Please re-pickle the array.\n",
      "  gt_data = pickle.load(file)\n"
     ]
    }
   ],
   "source": [
    "# setup Allen-Cahn problem\n",
    "import pickle\n",
    "\n",
    "# load reference solution data\n",
    "with open('ac_solution_dirichlet.pkl', 'rb') as file:\n",
    "    gt_data = pickle.load(file)\n",
    "usol = jnp.array(gt_data['usol']).astype(jnp.float32)\n",
    "\n",
    "# Grid for reference solution\n",
    "t_star = gt_data['t'].astype(jnp.float32)\n",
    "x_star = gt_data['x'].astype(jnp.float32)\n",
    "TT, XX = jnp.meshgrid(t_star, x_star)\n",
    "\n",
    "# set up reference solution ins and outs\n",
    "ins = (XX.flatten()[:,None], TT.flatten()[:,None])\n",
    "outs = usol.flatten()[:,None]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# setup other training configurations\n",
    "num_steps_adam = 100_000\n",
    "seed = 0\n",
    "batch_size = 10_000\n",
    "normalize_inputs = True\n",
    "steps_per_check=500\n",
    "\n",
    "# schedule of causal tolerances\n",
    "causal_tols =  [1e-1, 1e0, 1e1, 1e2, 1e3, 1e3, 1e3, 1e4, 1e4, 1e4]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# split keys\n",
    "keys = random.split(random.key(seed))\n",
    "\n",
    "# build data loader\n",
    "data_loader = SquareDataset(keys[0], batch_size=batch_size, minvals=(-1,0), maxvals=(1,1))\n",
    "batch = next(iter(data_loader))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## ActNet"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\u001b[3m                                       ActNet Summary                                       \u001b[0m\n",
      "┏━━━━━━━━━━━━┳━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┓\n",
      "┃\u001b[1m \u001b[0m\u001b[1mpath      \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mmodule  \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1minputs            \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1moutputs           \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mparams                \u001b[0m\u001b[1m \u001b[0m┃\n",
      "┡━━━━━━━━━━━━╇━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━┩\n",
      "│            │ ActNet   │ \u001b[2mfloat32\u001b[0m[10000,2]   │ \u001b[2mfloat32\u001b[0m[10000,1]   │                        │\n",
      "├────────────┼──────────┼────────────────────┼────────────────────┼────────────────────────┤\n",
      "│ Dense_0    │ Dense    │ \u001b[2mfloat32\u001b[0m[10000,2]   │ \u001b[2mfloat32\u001b[0m[10000,156] │ bias: \u001b[2mfloat32\u001b[0m[156]     │\n",
      "│            │          │                    │                    │ kernel: \u001b[2mfloat32\u001b[0m[2,156] │\n",
      "│            │          │                    │                    │                        │\n",
      "│            │          │                    │                    │ \u001b[1m468 \u001b[0m\u001b[1;2m(1.9 KB)\u001b[0m           │\n",
      "├────────────┼──────────┼────────────────────┼────────────────────┼────────────────────────┤\n",
      "│ ActLayer_0 │ ActLayer │ \u001b[2mfloat32\u001b[0m[10000,156] │ \u001b[2mfloat32\u001b[0m[10000,156] │ beta: \u001b[2mfloat32\u001b[0m[4,156]   │\n",
      "│            │          │                    │                    │ bias: \u001b[2mfloat32\u001b[0m[156]     │\n",
      "│            │          │                    │                    │ freqs: \u001b[2mfloat32\u001b[0m[1,1,4]  │\n",
      "│            │          │                    │                    │ lamb: \u001b[2mfloat32\u001b[0m[156,156] │\n",
      "│            │          │                    │                    │ phases: \u001b[2mfloat32\u001b[0m[1,1,4] │\n",
      "│            │          │                    │                    │                        │\n",
      "│            │          │                    │                    │ \u001b[1m25,124 \u001b[0m\u001b[1;2m(100.5 KB)\u001b[0m      │\n",
      "├────────────┼──────────┼────────────────────┼────────────────────┼────────────────────────┤\n",
      "│ ActLayer_1 │ ActLayer │ \u001b[2mfloat32\u001b[0m[10000,156] │ \u001b[2mfloat32\u001b[0m[10000,156] │ beta: \u001b[2mfloat32\u001b[0m[4,156]   │\n",
      "│            │          │                    │                    │ bias: \u001b[2mfloat32\u001b[0m[156]     │\n",
      "│            │          │                    │                    │ freqs: \u001b[2mfloat32\u001b[0m[1,1,4]  │\n",
      "│            │          │                    │                    │ lamb: \u001b[2mfloat32\u001b[0m[156,156] │\n",
      "│            │          │                    │                    │ phases: \u001b[2mfloat32\u001b[0m[1,1,4] │\n",
      "│            │          │                    │                    │                        │\n",
      "│            │          │                    │                    │ \u001b[1m25,124 \u001b[0m\u001b[1;2m(100.5 KB)\u001b[0m      │\n",
      "├────────────┼──────────┼────────────────────┼────────────────────┼────────────────────────┤\n",
      "│ ActLayer_2 │ ActLayer │ \u001b[2mfloat32\u001b[0m[10000,156] │ \u001b[2mfloat32\u001b[0m[10000,156] │ beta: \u001b[2mfloat32\u001b[0m[4,156]   │\n",
      "│            │          │                    │                    │ bias: \u001b[2mfloat32\u001b[0m[156]     │\n",
      "│            │          │                    │                    │ freqs: \u001b[2mfloat32\u001b[0m[1,1,4]  │\n",
      "│            │          │                    │                    │ lamb: \u001b[2mfloat32\u001b[0m[156,156] │\n",
      "│            │          │                    │                    │ phases: \u001b[2mfloat32\u001b[0m[1,1,4] │\n",
      "│            │          │                    │                    │                        │\n",
      "│            │          │                    │                    │ \u001b[1m25,124 \u001b[0m\u001b[1;2m(100.5 KB)\u001b[0m      │\n",
      "├────────────┼──────────┼────────────────────┼────────────────────┼────────────────────────┤\n",
      "│ ActLayer_3 │ ActLayer │ \u001b[2mfloat32\u001b[0m[10000,156] │ \u001b[2mfloat32\u001b[0m[10000,156] │ beta: \u001b[2mfloat32\u001b[0m[4,156]   │\n",
      "│            │          │                    │                    │ bias: \u001b[2mfloat32\u001b[0m[156]     │\n",
      "│            │          │                    │                    │ freqs: \u001b[2mfloat32\u001b[0m[1,1,4]  │\n",
      "│            │          │                    │                    │ lamb: \u001b[2mfloat32\u001b[0m[156,156] │\n",
      "│            │          │                    │                    │ phases: \u001b[2mfloat32\u001b[0m[1,1,4] │\n",
      "│            │          │                    │                    │                        │\n",
      "│            │          │                    │                    │ \u001b[1m25,124 \u001b[0m\u001b[1;2m(100.5 KB)\u001b[0m      │\n",
      "├────────────┼──────────┼────────────────────┼────────────────────┼────────────────────────┤\n",
      "│ Dense_1    │ Dense    │ \u001b[2mfloat32\u001b[0m[10000,156] │ \u001b[2mfloat32\u001b[0m[10000,1]   │ bias: \u001b[2mfloat32\u001b[0m[1]       │\n",
      "│            │          │                    │                    │ kernel: \u001b[2mfloat32\u001b[0m[156,1] │\n",
      "│            │          │                    │                    │                        │\n",
      "│            │          │                    │                    │ \u001b[1m157 \u001b[0m\u001b[1;2m(628 B)\u001b[0m            │\n",
      "├────────────┼──────────┼────────────────────┼────────────────────┼────────────────────────┤\n",
      "│\u001b[1m \u001b[0m\u001b[1m          \u001b[0m\u001b[1m \u001b[0m│\u001b[1m \u001b[0m\u001b[1m        \u001b[0m\u001b[1m \u001b[0m│\u001b[1m \u001b[0m\u001b[1m                  \u001b[0m\u001b[1m \u001b[0m│\u001b[1m \u001b[0m\u001b[1m             Total\u001b[0m\u001b[1m \u001b[0m│\u001b[1m \u001b[0m\u001b[1m101,121 \u001b[0m\u001b[1;2m(404.5 KB)\u001b[0m\u001b[1m    \u001b[0m\u001b[1m \u001b[0m│\n",
      "└────────────┴──────────┴────────────────────┴────────────────────┴────────────────────────┘\n",
      "\u001b[1m                                                                                            \u001b[0m\n",
      "\u001b[1m                            Total Parameters: 101,121 \u001b[0m\u001b[1;2m(404.5 KB)\u001b[0m\u001b[1m                            \u001b[0m\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "arch = ActNet(embed_dim=156, num_layers=4, num_freqs=4,\n",
    "              out_dim=1,\n",
    "              freeze_basis=False,\n",
    "              w0_fixed=15,\n",
    "              freq_scaling=True, freq_scaling_eps=1e-2,\n",
    "              precision='highest')\n",
    "\n",
    "# create optimizer\n",
    "lr = optax.warmup_exponential_decay_schedule(\n",
    "    1e-7, # init value\n",
    "    5e-3, # peak value\n",
    "    1_000, # wamup steps\n",
    "    1_000, # transition_steps for decay\n",
    "    0.9, # decay_rate\n",
    "    end_value=5e-6, # stop decating once lr reaches this value\n",
    "    )\n",
    "optimizer = optax.chain(\n",
    "    optax.adaptive_grad_clip(1e-2),\n",
    "    optax.adam(learning_rate=lr),\n",
    "    )\n",
    "\n",
    "# create model\n",
    "model = AllenCahnModel(\n",
    "        arch, batch, optimizer=optimizer, key=keys[1], steps_per_check=steps_per_check,\n",
    "        normalize_inputs=normalize_inputs, exact_bd_condition=True, bdr_enforcer_order=2,\n",
    "        true_sol=(ins, outs))\n",
    "print(model.tabulate())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Causal tolerance parameter is now  1.00e-01.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  0%|          | 0/10000 [00:00<?, ?it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 47%|████▋     | 4704/10000 [02:09<02:19, 37.98it/s, loss: 1.141e-03, rel_l2: 2.68e-02, 'grad_norm': 2.55e-01]"
     ]
    }
   ],
   "source": [
    "for tol in causal_tols:\n",
    "    print(f\"Causal tolerance parameter is now {tol : .2e}.\")\n",
    "    model.train(data_loader, nIter=num_steps_adam // len(causal_tols), causal_eps=tol)\n",
    "\n",
    "# compute final relative l2 error on the grid\n",
    "pred = model.apply(model.params, ins[0], ins[1])\n",
    "rel_l2_error = jnp.sqrt(((pred-outs)**2).sum() / ((outs)**2).sum())\n",
    "\n",
    "print(f'Final loss is {model.loss_log[-1] : .2e} and relative L2 error is {rel_l2_error : .2e}')\n",
    "model.plot_predictions((jnp.hstack(ins), outs))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Relative L2 error: 4.51e-05\n",
      "RMSE: 3.20e-05\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1600x400 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model.plot_logs()\n",
    "model.plot_predictions((jnp.hstack(ins), outs))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Relative L2 error: 4.51e-05\n",
      "RMSE: 3.20e-05\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x500 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create predictions\n",
    "u, s_true = jnp.hstack(ins), outs\n",
    "s_pred = model.batched_apply(u, batch_size=2_048)\n",
    "title_size=22\n",
    "axis_size=15\n",
    "\n",
    "error = s_pred - s_true\n",
    "#print('Relative L2 error: {:.2e}'.format(jnp.linalg.norm(error, 2)/jnp.linalg.norm(s_true, 2)))\n",
    "print('Relative L2 error: {:.2e}'.format(jnp.sqrt(jnp.sum(error**2)/jnp.sum(s_true**2))))\n",
    "print('RMSE: {:.2e}'.format(jnp.sqrt(jnp.mean(error**2))))\n",
    "\n",
    "plt.figure(figsize=(20, 5))\n",
    "\n",
    "# Ploting examples of reconstructions\n",
    "plt.subplot(131)\n",
    "plt.tricontourf(u[:,1], u[:,0], s_pred.T.squeeze(), levels=100, cmap='jet')\n",
    "plt.colorbar()\n",
    "plt.xlabel('$t$', fontsize=axis_size)\n",
    "plt.ylabel('$x$', fontsize=axis_size)\n",
    "plt.title('Prediction', fontsize=title_size)\n",
    "\n",
    "# Ploting true solution\n",
    "plt.subplot(132)\n",
    "plt.tricontourf(u[:,1], u[:,0], s_true.T.squeeze(), levels=100, cmap='jet')\n",
    "plt.colorbar()\n",
    "plt.xlabel('$t$', fontsize=axis_size)\n",
    "plt.ylabel('$x$', fontsize=axis_size)\n",
    "plt.title('Reference Solution', fontsize=title_size)\n",
    "\n",
    "# Ploting absolute\n",
    "plt.subplot(133)\n",
    "plt.tricontourf(u[:,1], u[:,0], abs(s_pred-s_true).T.squeeze(), levels=100, cmap='jet')\n",
    "plt.colorbar()\n",
    "plt.xlabel('$t$', fontsize=axis_size)\n",
    "plt.ylabel('$x$', fontsize=axis_size)\n",
    "plt.title('Absolute Error', fontsize=title_size)\n",
    "\n",
    "\n",
    "plt.savefig('ActNet_AllenCahn_prediction.png', bbox_inches='tight', dpi=300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# checking relative L2 error curve through training\n",
    "# would have probably gone down a bit more if continued training\n",
    "plt.plot(model.rel_l2_log)\n",
    "plt.yscale('log')\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "new_base",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
